{"id":"W2776480153","doi":"10.12789/geocanj.2017.44.124","title":"GEOSCIENCE CANADA – Changes and Challenges","year":2017,"lang":"en","type":"article","venue":"Geoscience Canada","topic":"Polar Research and Ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Earth science; Geology; Environmental science; Physical geography; Geochemistry; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0003843422,0.0001176374,0.0001210182,0.00001688445,0.001438144,0.0001041864,0.001078784,0.00003008364,0.0004950957],"category_scores_gemma":[0.0004216574,0.0001037722,0.000007879238,0.00007081932,0.000855909,0.0002885961,0.0006768503,0.0001141713,0.00001321516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004969605,"about_ca_system_score_gemma":0.001129422,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9996124,"about_ca_topic_score_gemma":0.999994,"domain_scores_codex":[0.9979464,0.00002733503,0.0000831529,0.0004724539,0.0006577561,0.0008129436],"domain_scores_gemma":[0.9988488,0.00004787225,0.00007650629,0.0005270578,0.000009759896,0.0004900185],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00001550625,0.00004027963,0.3684653,0.00004910199,0.000009441052,0.000682873,0.0003345006,0.00003165323,0.003439534,0.0009805838,0.05941415,0.5665371],"study_design_scores_gemma":[0.0000761797,0.00003383915,0.6545658,0.000003626737,0.000001147306,0.00002386908,0.0001390479,0.0004628176,0.0001882709,0.00009728098,0.3442662,0.0001419619],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9514322,0.0005347662,0.00001067121,0.03084251,0.0006410638,0.0001457687,0.00004128343,0.00001076202,0.01634101],"genre_scores_gemma":[0.9951621,0.0006729155,0.0001099914,0.001250735,0.00003410942,0.00001240416,7.567686e-7,0.000004899074,0.002752032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5663951,"threshold_uncertainty_score":0.9998618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02471700066184098,"score_gpt":0.2138571982404148,"score_spread":0.1891401975785738,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}